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Multidimensional scaling locus of memristor and fractional order elements.

Authors :
Tenreiro Machado JA
Lopes AM
Source :
Journal of advanced research [J Adv Res] 2020 Jan 20; Vol. 25, pp. 147-157. Date of Electronic Publication: 2020 Jan 20 (Print Publication: 2020).
Publication Year :
2020

Abstract

This paper combines the synergies of three mathematical and computational generalizations. The concepts of fractional calculus, memristor and information visualization extend the classical ideas of integro-differential calculus, electrical elements and data representation, respectively. The study embeds these notions in a common framework, with the objective of organizing and describing the "continuum" of fractional order elements (FOE). Each FOE is characterized by its behavior, either in the time or in the frequency domains, and the differences between the FOE are captured by a variety of distinct indices, such as the Arccosine, Canberra, Jaccard and Sørensen distances. The dissimilarity information is processed by the multidimensional scaling (MDS) computational algorithm to unravel possible clusters and to allow a direct pattern visualization. The MDS yields 3-dimensional loci organized according to the FOE characteristics both for linear and nonlinear elements. The new representation generalizes the standard Cartesian 2-dimensional periodic table of elements.<br />Competing Interests: The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.<br /> (© 2020 The Authors. Published by Elsevier B.V. on behalf of Cairo University.)

Details

Language :
English
ISSN :
2090-1232
Volume :
25
Database :
MEDLINE
Journal :
Journal of advanced research
Publication Type :
Academic Journal
Accession number :
32922982
Full Text :
https://doi.org/10.1016/j.jare.2020.01.004